Parametric noise injection: Trainable randomness to improve deep neural network robustness against adversarial attack Z He, AS Rakin, D Fan proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019 | 306 | 2019 |
Spin-transfer torque devices for logic and memory: Prospects and perspectives X Fong, Y Kim, K Yogendra, D Fan, A Sengupta, A Raghunathan, K Roy IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2015 | 240 | 2015 |
Bit-flip attack: Crushing neural network with progressive bit search AS Rakin, Z He, D Fan Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019 | 225 | 2019 |
Tbt: Targeted neural network attack with bit trojan AS Rakin, Z He, D Fan Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020 | 220 | 2020 |
Noise injection adaption: End-to-end ReRAM crossbar non-ideal effect adaption for neural network mapping Z He, J Lin, R Ewetz, JS Yuan, D Fan Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019 | 187 | 2019 |
{DeepHammer}: Depleting the intelligence of deep neural networks through targeted chain of bit flips F Yao, AS Rakin, D Fan 29th USENIX Security Symposium (USENIX Security 20), 1463-1480, 2020 | 146 | 2020 |
Cmp-pim: an energy-efficient comparator-based processing-in-memory neural network accelerator S Angizi, Z He, AS Rakin, D Fan Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018 | 121 | 2018 |
A semi-supervised two-stage approach to learning from noisy labels Y Ding, L Wang, D Fan, B Gong 2018 IEEE Winter conference on applications of computer vision (WACV), 1215-1224, 2018 | 121 | 2018 |
MRIMA: An MRAM-based in-memory accelerator S Angizi, Z He, A Awad, D Fan IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2019 | 101 | 2019 |
Non-structured DNN weight pruning—Is it beneficial in any platform? X Ma, S Lin, S Ye, Z He, L Zhang, G Yuan, SH Tan, Z Li, D Fan, X Qian, ... IEEE transactions on neural networks and learning systems 33 (9), 4930-4944, 2021 | 97 | 2021 |
AlignS: A processing-in-memory accelerator for DNA short read alignment leveraging SOT-MRAM S Angizi, J Sun, W Zhang, D Fan Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019 | 90 | 2019 |
Defending and harnessing the bit-flip based adversarial weight attack Z He, AS Rakin, J Li, C Chakrabarti, D Fan Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020 | 85 | 2020 |
Simultaneously optimizing weight and quantizer of ternary neural network using truncated gaussian approximation Z He, D Fan Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019 | 85 | 2019 |
STT-SNN: A Spin-Transfer-Torque Based Soft-Limiting Non-Linear Neuron for Low-Power Artificial Neural Networks D Fan, Y Shim, A Raghunathan, K Roy Nanotechnology, IEEE Transactions on, 1, 2015 | 85 | 2015 |
2D MoS2-Based Threshold Switching Memristor for Artificial Neuron D Dev, A Krishnaprasad, MS Shawkat, Z He, S Das, D Fan, HS Chung, ... IEEE Electron Device Letters 41 (6), 936-939, 2020 | 82 | 2020 |
DeepSteal: Advanced Model Extractions Leveraging Efficient Weight Stealing in Memories A Siraj Rakin, M Hafizul Islam Chowdhuryy, F Yao, D Fan 2022 IEEE Symposium on Security and Privacy (SP), 2022 | 80 | 2022 |
IMCE: Energy-efficient bit-wise in-memory convolution engine for deep neural network S Angizi, Z He, F Parveen, D Fan 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC), 111-116, 2018 | 80 | 2018 |
Graphide: A graph processing accelerator leveraging in-dram-computing S Angizi, D Fan Proceedings of the 2019 on Great Lakes Symposium on VLSI, 45-50, 2019 | 78 | 2019 |
T-BFA: Targeted Bit-Flip Adversarial Weight Attack AS Rakin, Z He, J Li, F Yao, C Chakrabarti, D Fan IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (11), 7928 …, 2021 | 77 | 2021 |
PIMA-logic: A novel processing-in-memory architecture for highly flexible and energy-efficient logic computation S Angizi, Z He, D Fan Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018 | 77 | 2018 |